paper(gqa): add 6-case per-PE memory + comm summary chart

Analytical plot generator + PNG covering the 4 sharding cases from
slide 17 plus the 2 d_head-TP variants (Cases 4, 5). Three panels:
per-PE HBM budget breakdown (Wq + Wk + Wv + Wo + 4.24 GB KV
headroom), per-PE KV memory at S_kv=1M, and per-PE communication
per output token (decode). Numbers match slide 17 (max KV context
~7.1M for the 64-way sharded cases).

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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2026-06-16 16:10:49 -07:00
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